Disclosed is an air conditioner. The air conditioner includes: an outdoor unit having therein a compressor for compressing refrigerant; at least one indoor unit; a storage configured to store a database on a power quantity used by the air conditioner; and a controller. The controller is configured to: based on the database, calculate an estimated power quantity expected to be used by the air conditioner for at least a part of an entire period, based on a preset maximum power quantity for the entire period and the calculated estimated power quantity, determine a target power quantity for a specific unit time, which is expected to be used by the air conditioner for the specific unit time of the entire period; control the compressor for the specific unit time based on the target power quantity; and in response to arrival of a point in time to update the target power quantity, add, to the database, the power quantity used by the air conditioner for the specific unit time.

An air conditioner according to an embodiment of the present disclosure includes: an outdoor unit including a compressor for compressing a refrigerant; at least one indoor unit; a storage for storing a previously learned control algorithm in relation to control of a component included in the air conditioner; and a controller, wherein when the operation mode of the air conditioner is set to the first mode, the controller controls at least one of the outdoor unit and the at least one indoor unit regardless of the control algorithm, and on the basis of the first data acquired while the mode is set, an power quantity learning model related to the actual power quantity consumed by the air conditioner while the first mode is set is learned, and the operation mode of the air conditioner is set to the second mode. In the case of controlling at least one of the outdoor unit and the at least one indoor unit based on the control algorithm, second data acquired while the second mode is set and corresponding to the second mode based on the power quantity learning model. The estimated power quantity and the actual power quantity consumed by the air conditioner while the second mode is set may be calculated, respectively.

A system and method for space management monitoring and reporting using video analytics are disclosed. Such a building occupancy monitoring system monitors building resources that include rooms, areas such as work areas, and chairs and desks in the rooms, in examples. These building resources are monitored to determine whether the resources are being used by individuals, and for how long. In more detail, the system includes an image analytics module that tracks individuals in image data from surveillance cameras, relative to the building resources. The system also includes an occupancy report module that generates occupancy information including building resources that are used/unused by the individuals. The occupancy information is then used to program building control systems. Dwell maps and motion maps generated by the system, based on the occupancy information, can also be used to guide individuals to available building resources in a ‘hot desking’ environment.

A building system operates to receive a first building health indicator indicating a health level of the building and a second building health indicator indicating the health level of the building, the first building health indicator generated based on a first methodology defined by a first entity and the second building health indicator generated based on a second methodology defined by a second entity different from the first entity, the first building health indicator and the second building health indicator generated based on building data. The building system operates to generate user interface data configured to cause a user device to display a user interface indicating the first building health indicator and the second building health indicator together on a display of the user device.

The method to control cleanroom conditions, including zone particle concentration, occupancy status, and heating, ventilation, and air conditioning (HVAC) system conditions, includes detecting a zone particle concentration, an occupancy status, and HVAC system conditions. The cleanroom includes the HVAC system in communication with the zone of the cleanroom and with a computer processor as a control unit of the cleanroom. The zone particle concentration, the occupancy status, and the HVAC system conditions are communicated to the computer processor, and a desired zone particle concentration is determined based on a range of desired HVAC system conditions with model predictive control. A first control signal to the HVAC system based on the occupancy status, the zone particle concentration, and the desired zone particle concentration is determined. The first control signal is communicated to the HVAC system, and the HVAC system activates according to the first control signal.

According to one embodiment, an air-conditioning control device includes model storage and a processor. The model storage is configured to store a discomfort probability model which estimates a value of discomfort of an occupant by a pair of time elapsed after an energy-saving operation of an air conditioner is turned on and before the energy-saving operation is turned off by the occupant, and an air-conditioning state at the time when the energy-saving operation is turned off. The processor is configured to acquire a current air-conditioning state during the energy-saving operation of the air conditioner, and turn off the energy-saving operation, based on occupant's discomfort estimated from the discomfort probability model.

According to one embodiment, an air-conditioning control device includes model storage and a processor. The model storage is configured to store a discomfort probability model which estimates a value of discomfort of an occupant by a pair of time elapsed after an energy-saving operation of an air conditioner is turned on and before the energy-saving operation is turned off by the occupant, and an air-conditioning state at the time when the energy-saving operation is turned off. The processor is configured to acquire a current air-conditioning state during the energy-saving operation of the air conditioner, and turn off the energy-saving operation, based on occupant's discomfort estimated from the discomfort probability model.

A masterless building device system for controlling an environmental condition of a building, includes a first building device and a second building device. The first building device includes a first processing circuit configured to determine, via a first sensor of the first building device, a first environmental condition value of the environmental condition. The first processing circuit is configured to broadcast the first environmental condition value to a second building device via a network. The first processing circuit is configured to receive, via the network, a second environmental condition value broadcast by the second building device, generate a calculated environmental condition value based on the first environmental condition value and the second environmental condition value, and control the environmental condition based on the calculated environmental condition value.

A masterless building device system for controlling an environmental condition of a building, includes a first building device and a second building device. The first building device includes a first processing circuit configured to determine, via a first sensor of the first building device, a first environmental condition value of the environmental condition. The first processing circuit is configured to broadcast the first environmental condition value to a second building device via a network. The first processing circuit is configured to receive, via the network, a second environmental condition value broadcast by the second building device, generate a calculated environmental condition value based on the first environmental condition value and the second environmental condition value, and control the environmental condition based on the calculated environmental condition value.

Methods and systems are provided for managing environmental conditions and energy usage associated with a site. One exemplary method of regulating an environment condition at a site involves a server receiving environmental measurement data from a monitoring system at the site via a network, determining an action for an electrical appliance at the site based at least in part on the environmental measurement data and one or more monitoring rules associated with the site, and providing an indication of the action to an actuator for the electrical appliance.